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AI Practice Compass

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Created on May 10, 2026

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Transcript

AI Practice Compass

Use this interactive compass to decide when AI tutors, coaches, and practice bots are the right fit.

Helpful

Low-Risk

What could go wrong?

What is the practice?

Protected

Evidence-Based

What data needs care?

What guides feedback?

Low-Risk

  • Ask what could happen if the bot gives poor feedback.
  • Avoid unsupervised use for safety, legal, HR, medical, or emotional topics.
  • Add human review when the stakes are higher.

Helpful

  • Name the skill, decision, or concept learners need to practice.
  • Keep the task focused, not open-ended.
  • Avoid novelty: the bot should serve a clear learning purpose.

Protected

  • Check what learners may type into the tool.
  • Avoid personal, private, or sensitive workplace data.
  • Use approved tools and clear boundaries.

Evidence-Based

  • Connect feedback to a rubric, standard, or model.
  • Define what "good performance" looks like.
  • Don't let the bot freestyle feedback without criteria.